{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'others_', 'score': 0.00390625}, {'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}], 'color': {'dominantColorForeground': 'Black', 'dominantColorBackground': 'Black', 'dominantColors': ['Black', 'Brown'], 'accentColor': '455386', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'drink'], 'captions': [{'text': 'a woman sitting at a table with a drink and a brick wall', 'confidence': 0.4126335382461548}]}, 'requestId': 'a28caf5e-51f5-4f09-bea9-ee32f1a765cc', 'metadata': {'height': 1724, 'width': 1068, 'format': 'Png'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "endpoint = \"https://wgj1119.cognitiveservices.azure.com/\"\n",
    "subscription_key = \"6fdd2ccca89448e7ae1c29852f6553b2\"\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "# Sample images are here, if needed:\n",
    "# https://github.com/Azure-Samples/cognitive-services-sample-data-files/tree/master/ComputerVision/Images\n",
    "image_path = \"C:/Users/32950/Pictures/Saved Pictures/hnh.png\"\n",
    "\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
